Vocabulary | SIZE LARGE

When used this way, it is an informal, conversational way of saying big.

The example means that Josh is a person who does not do things in a small, quiet way. When he does something he learns everything there is to know about it, he buys all the equipment or gear, and he does it wholeheartedly and completely.